| Presentation | 2002/9/21 Categorical judgments of facial expressions by RBF network simulation Takuto YAMAGUCHI, Shinichi ASAKAWA, Hiroshi YAMADA, |
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| PDF Download Page | PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | It can be postulated a hypothesis that the categorical judgments of facial expressions are based on the probability density functions of emotional categories in the multidimensional space of physical attributes. The present study attempted to test it by comparing a neural network simulation with a psychological experiment data. In the neural network simulations, we created a 3-layered radial basis function (RBF) network, which has Gaussian basis function in hidden units. The network learned 216 schematic facial expressions of 6 emotions which were obtained from Yamada (1993). As a result, the simulations could judge facial expressions correctly (90-100% correct answers). And we obtained high canonical correlations between the network's performance and the participants' judgment distributions. Thus it can be concluded that the hypothesis described above is supported. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | categorical judgments of facial expressions / RBF network / probability density functions |
| Paper # | HCS2002-27 |
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| Conference Information | |
| Committee | HCS |
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| Conference Date | 2002/9/21(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
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| Paper Information | |
| Registration To | Human Communication Science (HCS) |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Categorical judgments of facial expressions by RBF network simulation |
| Sub Title (in English) | |
| Keyword(1) | categorical judgments of facial expressions |
| Keyword(2) | RBF network |
| Keyword(3) | probability density functions |
| 1st Author's Name | Takuto YAMAGUCHI |
| 1st Author's Affiliation | Graduate School of Literature and Social Sciences, Nihon University() |
| 2nd Author's Name | Shinichi ASAKAWA |
| 2nd Author's Affiliation | Center for Information Science, Tokyo Women's Christian University |
| 3rd Author's Name | Hiroshi YAMADA |
| 3rd Author's Affiliation | College of Humanities and Sciences, Nihon University |
| Date | 2002/9/21 |
| Paper # | HCS2002-27 |
| Volume (vol) | vol.102 |
| Number (no) | 342 |
| Page | pp.pp.- |
| #Pages | 4 |
| Date of Issue | |